Evidence map›Paper›PMID 41744811›Full record

ReviewCells2026

From Cell Lines to Avatars: Charting the Future of Preclinical Modeling in T-Cell Malignancies.

Pier Paolo Piccaluga, Luigi Cimmino, Valeriia Tsekhovska, Pietro Cimatti, Claudia Innocenti, Sabrina Seidenari, Giulia Calafato, Floriana J Di Paola, Giovanni Tallini

Abstract readReview
In one paragraph

Review in Cells, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Pier Paolo PiccalugaBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.ORCID 0000-0002-9432-0595
Luigi CimminoBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.
Valeriia TsekhovskaBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.ORCID 0009-0007-8018-0097
Pietro CimattiBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.
Claudia InnocentiBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.
Sabrina SeidenariBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.
Giulia CalafatoBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.ORCID 0000-0003-0177-238X
Floriana J Di PaolaBiobank of Research, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Via Massarenti, 9, 40138 Bologna, Italy.ORCID 0000-0003-3110-3865
Giovanni TalliniDepartment of Medical and Surgical Sciences, Bologna University School of Medicine, 40138 Bologna, Italy.ORCID 0000-0003-0113-6682

Funding

Italian Ministry of Health RC-2025-2797263
6 · The paper itself

Abstract

T-cell malignancies represent a complex spectrum of clinically and biologically heterogeneous diseases. Effective translational research and drug development are critically dependent on preclinical models that faithfully recapitulate this diversity. This review analyzes the current preclinical landscape, identifying a profound disparity between the clinical spectrum of T-cell neoplasms and the available in vitro tools. We demonstrate that the existing armamentarium of cell lines is heavily skewed, with an abundance of models for T-cell lymphoblastic leukemia/lymphoma (T-ALL), cutaneous T-cell lymphoma (CTCL), and anaplastic large cell lymphoma (ALCL). This skew is a direct result of a biological selection bias, as these entities are often driven by potent, TME-independent oncogenes (e.g.,

Indexed as

cell linespatient-derived xenograft (PDX)peripheral T-cell lymphoma (PTCL)preclinical modelsT-cell lymphomatranslational research

Identifiers

PMID41744811
PMCPMC12939640

What OpenQuestion holds

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Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.